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Changes in methodological study characteristics in psychology between 2010-2021
1Department of Research Methods and Statistics, Institute of Psychology, University Hamburg, Hamburg, Germany.
Psychological research reproducibility has not significantly improved. While reporting of effect sizes and confidence intervals increased, the use of p-values and corrections for multiple testing decreased, with Bayesian methods becoming more common.
Area of Science:
- Psychology
- Research Methodology
- Scientific Reproducibility
Background:
- The 2015 Open Science Collaboration replication project highlighted significant reproducibility issues in psychological science.
- Criticisms include reliance on null-hypothesis significance testing, small sample sizes, and questionable research practices.
Purpose of the Study:
- To analyze changes in empirical research practices in psychology over 12 years (2010-2015 and post-2015).
- To identify journal- and time-specific trends in statistical reporting and methodology.
Main Methods:
- Analysis of 57,909 articles from 12 journals using JATSdecoder software.
- Examination of trends in p-values, confidence intervals, directed tests, Bayesian inference, sample sizes, and multiple testing corrections.
Main Results:
- Median reported p-values per article decreased from 14 to 12; significant p-value proportion remained 69%.
- Reporting of effect sizes and confidence intervals increased; standard alpha level of .05 persisted.
- Use of multiple testing corrections decreased; Bayesian inference increased post-2015; median sample size rose from 105 to 190.
Conclusions:
- Despite some methodological shifts, fundamental issues impacting reproducibility in psychology persist.
- Increased sample sizes and a rise in Bayesian methods are noted, but p-value reporting and corrections for multiple testing show concerning trends.
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